{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "from glob import glob\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Instructions for Use\n",
    "\n",
    "The \"Main Functions\" section contains functions which return the success rate to be plotted as well as lower and upper bounds for uncertainty plotting.\n",
    "\n",
    "To plot a given log, simply copy the code below two cells and replace `log_dir` with the path of the logs you wish to plot.\n",
    "\n",
    "```\n",
    "window = 1000\n",
    "max_iter = None # Can set to an integer\n",
    "log_dir = 'LOG_DIR'\n",
    "title = 'Stack 4 Blocks, Training'\n",
    "plot_it(log_dir, title, window=window, max_iter=max_iter)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Main Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_grasp_success_rate(actions, rewards=None, window=200, reward_threshold=0.5):\n",
    "    \"\"\"Evaluate moving window of grasp success rate\n",
    "    actions: Nx4 array of actions giving [id, rotation, i, j]\n",
    "    \n",
    "    \"\"\"\n",
    "    grasps = actions[:, 0] == 1\n",
    "    if rewards is None:\n",
    "        places = actions[:, 0] == 2\n",
    "    success_rate = np.zeros(actions.shape[0] - 1)\n",
    "    lower = np.zeros_like(success_rate)\n",
    "    upper = np.zeros_like(success_rate)\n",
    "    for i in range(success_rate.shape[0]):\n",
    "        start = max(i - window, 0)\n",
    "        if rewards is None:\n",
    "            successes = places[start+1: i+2][grasps[start:i+1]]\n",
    "        else:\n",
    "            successes = (rewards[start: i+1] > reward_threshold)[grasps[start:i+1]]\n",
    "        success_rate[i] = successes.mean()\n",
    "        var = np.sqrt(success_rate[i] * (1 - success_rate[i]) / successes.shape[0])\n",
    "        lower[i] = success_rate[i] + 3*var\n",
    "        upper[i] = success_rate[i] - 3*var\n",
    "    lower = np.clip(lower, 0, 1)\n",
    "    upper = np.clip(upper, 0, 1)\n",
    "    return success_rate, lower, upper\n",
    "\n",
    "def get_place_success_rate(stack_height, actions, include_push=False, window=200, hot_fix=False, max_height=4):\n",
    "    \"\"\"\n",
    "    stack_heights: length N array of integer stack heights\n",
    "    actions: Nx4 array of actions giving [id, rotation, i, j]\n",
    "    hot_fix: fix the stack_height bug, where the trial didn't end on successful pushes, which reached a stack of 4.\n",
    "    \n",
    "    where id=0 is a push, id=1 is grasp, and id=2 is place.\n",
    "    \n",
    "    \"\"\"\n",
    "    if hot_fix:\n",
    "        indices = np.logical_or(stack_height < 4, np.array([True] + list(stack_height[:-1] < 4)))\n",
    "        actions = actions[:stack_height.shape[0]][indices]\n",
    "        stack_height = stack_height[indices]\n",
    "    \n",
    "    if include_push:\n",
    "        success_possible = actions[:, 0] == 2\n",
    "    else:\n",
    "        success_possible = np.logical_or(actions[:, 0] == 0, actions[:, 0] == 2)\n",
    "    \n",
    "    stack_height_increased = np.zeros_like(stack_height, np.bool)\n",
    "    stack_height_increased[0] = False\n",
    "    stack_height_increased[1:] = stack_height[1:] > stack_height[:-1]\n",
    "    \n",
    "    success_rate = np.zeros_like(stack_height)\n",
    "    lower = np.zeros_like(success_rate)\n",
    "    upper = np.zeros_like(success_rate)\n",
    "    for i in range(stack_height.shape[0]):\n",
    "        start = max(i - window, 0)\n",
    "        successes = stack_height_increased[start:i+1][success_possible[start:i+1]]\n",
    "        success_rate[i] = successes.mean()\n",
    "        success_rate[np.isnan(success_rate)] = 0\n",
    "        var = np.sqrt(success_rate[i] * (1 - success_rate[i]) / successes.shape[0])\n",
    "        lower[i] = success_rate[i] + 3*var\n",
    "        upper[i] = success_rate[i] - 3*var\n",
    "    lower = np.clip(lower, 0, 1)\n",
    "    upper = np.clip(upper, 0, 1)\n",
    "    return success_rate, lower, upper\n",
    "\n",
    "def get_action_efficiency(stack_height, window=200, ideal_actions_per_trial=6, max_height=4):\n",
    "    \"\"\"Calculate the running action efficiency from successful trials.\n",
    "\n",
    "    trials: array giving the number of trials up to iteration i (TODO: unused?)\n",
    "    min_actions: ideal number of actions per trial\n",
    "    \n",
    "    Formula: successful_trial_count * ideal_actions_per_trial / window_size\n",
    "    \"\"\"\n",
    "\n",
    "    success = stack_height == max_height\n",
    "    efficiency = np.zeros_like(stack_height, np.float64)\n",
    "    lower = np.zeros_like(efficiency)\n",
    "    upper = np.zeros_like(efficiency)\n",
    "    for i in range(1, efficiency.shape[0]):\n",
    "        start = max(i - window, 1)\n",
    "        window_size = min(i, window)\n",
    "        num_trials = success[start:i+1].sum()\n",
    "        efficiency[i] = num_trials * ideal_actions_per_trial / window_size\n",
    "        var = efficiency[i] / np.sqrt(window_size)\n",
    "        lower[i] = efficiency[i] + 3*var\n",
    "        upper[i] = efficiency[i] - 3*var\n",
    "    lower = np.clip(lower, 0, 1)\n",
    "    upper = np.clip(upper, 0, 1)\n",
    "    return efficiency, lower, upper\n",
    "\n",
    "def get_grasp_action_efficiency(actions, rewards, reward_threshold=0.5, window=200, ideal_actions_per_trial=3):\n",
    "    \"\"\"Get grasp efficiency from when the trial count increases.\n",
    "    \n",
    "    \"\"\"\n",
    "    grasps = actions[:, 0] == 1\n",
    "    efficiency = np.zeros_like(rewards, np.float64)\n",
    "    lower = np.zeros_like(efficiency)\n",
    "    upper = np.zeros_like(efficiency)\n",
    "    for i in range(efficiency.shape[0]):\n",
    "        start = max(i - window, 0)\n",
    "        window_size = min(i+1, window)\n",
    "        successful = rewards[start: i+1] > reward_threshold\n",
    "        successful_grasps = successful[grasps[start:start+successful.shape[0]]].sum()\n",
    "        efficiency[i] = successful_grasps / window_size\n",
    "        var = efficiency[i] / np.sqrt(window_size)\n",
    "        lower[i] = efficiency[i] + 3*var\n",
    "        upper[i] = efficiency[i] - 3*var\n",
    "    lower = np.clip(lower, 0, 1)\n",
    "    upper = np.clip(upper, 0, 1)\n",
    "    return efficiency, lower, upper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_it(log_dir, title, window=1000, colors=['tab:blue', 'tab:green', 'tab:orange'], alpha=0.35, mult=100, max_iter=None, place=False):\n",
    "    if place:\n",
    "        heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n",
    "        rewards = None\n",
    "    else:\n",
    "        rewards = np.loadtxt(os.path.join(log_dir, 'transitions', 'reward-value.log.txt'))\n",
    "    actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n",
    "    trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n",
    "    \n",
    "    if max_iter is not None:\n",
    "        if place:\n",
    "            heights = heights[:max_iter]\n",
    "        else:\n",
    "            rewards = rewards[:max_iter]\n",
    "        actions = actions[:max_iter]\n",
    "        trials = trials[:max_iter]\n",
    "    \n",
    "    grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, rewards=rewards, window=window)\n",
    "    if place:\n",
    "        if 'row' in log_dir or 'row' in title.lower():\n",
    "            place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, include_push=True, hot_fix=True, window=window)\n",
    "        else:\n",
    "            place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n",
    "        eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)\n",
    "    else:\n",
    "        eff, eff_lower, eff_upper = get_grasp_action_efficiency(actions, rewards, window=window)\n",
    "\n",
    "    plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n",
    "    if place:\n",
    "        plt.plot(mult*place_rate, color=colors[1], label='Place Success Rate')\n",
    "    plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n",
    "\n",
    "    plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n",
    "                     mult*grasp_lower, mult*grasp_upper,\n",
    "                     color=colors[0], alpha=alpha)\n",
    "    if place:\n",
    "        plt.fill_between(np.arange(1, place_rate.shape[0]+1), \n",
    "                         mult*place_lower, mult*place_upper,\n",
    "                         color=colors[1], alpha=alpha)\n",
    "    plt.fill_between(np.arange(1, eff.shape[0]+1), \n",
    "                     mult*eff_lower, mult*eff_upper,\n",
    "                     color=colors[2], alpha=alpha)\n",
    "\n",
    "    ax = plt.gca()\n",
    "    plt.xlabel('Iteration')\n",
    "    plt.ylabel('Running Mean')\n",
    "    plt.title(title)\n",
    "    plt.legend()\n",
    "    ax.yaxis.set_major_formatter(PercentFormatter())\n",
    "    plt.savefig(log_dir + '_success_plot.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Any-object Stacking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:55: RuntimeWarning: Mean of empty slice.\n",
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:57: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = 1000\n",
    "max_iter = None\n",
    "log_dir = 'any-stack-v2-steps-37k'\n",
    "title = 'Stack 4 Blocks, Training'\n",
    "plot_it(log_dir, title, window=window, max_iter=max_iter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Arranging Rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:55: RuntimeWarning: Mean of empty slice.\n",
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:57: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = 1000\n",
    "max_iter = None\n",
    "log_dir = '../logs/2019-09-13.19-55-21-train-rows-no-images-16.5k'\n",
    "title = 'Arrange 4 Blocks in Rows'\n",
    "plot_it(log_dir, title, window=window, max_iter=max_iter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Push + Grasp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = 200\n",
    "max_iter = 5000\n",
    "log_dir = 'train-grasp-place-split-efficientnet-21k-acc'\n",
    "title = 'Push + Grasp Training'\n",
    "plot_it(log_dir, title, window=window, max_iter=max_iter, place=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
